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Chapter 18 – Multiple Regression

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1 Chapter 18 – Multiple Regression
Statistics for Management and Economics-Sixth Edition Gerald Keller – Brian Warrack Chapter 18 – Multiple Regression

2 Figure 18.1 Scatter diagram and response surface with k=2
© 2003 Brooks/Cole Publishing / Thomson Learning Figure Scatter diagram and response surface with k=2

3 Excel – Summary Output Regression Statistics from Example 18.1
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Excel – Summary Output Regression Statistics from Example 18.1

4 ©2003 Brooks/Cole, a division of Thomson Learning, Inc
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Minitab – Regression Analysis: Margin versus Number, Nearest, from Example 18.1

5 Excel - Analysis of Variance and Regression Analysis
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Excel - Analysis of Variance and Regression Analysis

6 Minitab – Analysis of Variance
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Minitab – Analysis of Variance

7 Excel – Prediction Interval – Using the Regression Equation
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Excel – Prediction Interval – Using the Regression Equation

8 Minitab – Predicted values for Observations
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Minitab – Predicted values for Observations

9 Excel-Regression Statistics – MBA Program Admissions Policy: Solution
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Excel-Regression Statistics – MBA Program Admissions Policy: Solution

10 Minitab-Regression Analysis: MBA GPA versus UnderGPA, GMAT, Work
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Minitab-Regression Analysis: MBA GPA versus UnderGPA, GMAT, Work

11 Excel – Summary Output Regression Statistics from Example 18.2
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Excel – Summary Output Regression Statistics from Example 18.2

12 ©2003 Brooks/Cole, a division of Thomson Learning, Inc
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Minitab- Regression Analysis: Price versus Bedrooms, House Size, Lot Size

13 Excel – Interpret Correlation A
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Excel – Interpret Correlation A

14 Excel – Interpret Correlation B
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Excel – Interpret Correlation B

15 Excel – Interpret Correlation C
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Excel – Interpret Correlation C

16 Minitab – Correlations: Price, Bedrooms
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Minitab – Correlations: Price, Bedrooms

17 Minitab – Correlations: Price, House Size
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Minitab – Correlations: Price, House Size

18 Minitab – Correlations: Price, Lot Size
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Minitab – Correlations: Price, Lot Size

19 Excel – Interpret Bedrooms, House Size and Lot Size
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Excel – Interpret Bedrooms, House Size and Lot Size

20 Minitab – Correlations: Bedrooms, H Size, Lot Size
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Minitab – Correlations: Bedrooms, H Size, Lot Size

21 Figure 18.4 Negative first-order autocorrelation
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Figure Negative first-order autocorrelation

22 Figure 18.5 Durbin-Watson test
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Figure Durbin-Watson test

23 Excel – Summary Output Regression Statistics from Example 18.3
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Excel – Summary Output Regression Statistics from Example 18.3

24 Minitab – Regression Analysis: Tickets versus Snowfall, Temperature
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Minitab – Regression Analysis: Tickets versus Snowfall, Temperature

25 Excel - Plot of residuals versus predicted values in Example 18.3
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Excel - Plot of residuals versus predicted values in Example 18.3

26 Excel-Plot of Residuals versus time periods in Example 18.3
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Excel-Plot of Residuals versus time periods in Example 18.3

27 Excel – Durbin-Watson Statistic
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Excel – Durbin-Watson Statistic

28 Minitab – Durbin-Watson statistic = 0.59
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Minitab – Durbin-Watson statistic = 0.59

29 Excel – Summary Output Regression Statistics
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Excel – Summary Output Regression Statistics

30 Minitab – Regress Analysis: Tickets versus Snowfall, Temperature, Time
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Minitab – Regress Analysis: Tickets versus Snowfall, Temperature, Time

31 Excel Histogram of residuals in Example 18.3 (Time variable included)
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Excel Histogram of residuals in Example 18.3 (Time variable included)

32 ©2003 Brooks/Cole, a division of Thomson Learning, Inc
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Excel plot of residuals versus predicted values in Example 18.3 (Time variable included)

33 ©2003 Brooks/Cole, a division of Thomson Learning, Inc
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Excel plot of residuals versus time periods in Example 18.3 (Time variable included)

34 Excel Durbin-Watson Statistic
©2003 Brooks/Cole, a division of Thomson Learning, Inc. Thomson Learning™ is a trademark used herein under license. Excel Durbin-Watson Statistic


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